Reliable Filtering of Nonlinear Markovian Jump Systems: The Continuous-Time Case

被引:75
作者
Wu, Zheng-Luang [1 ]
Dong, Shanling [1 ]
Shi, Peng [2 ,3 ]
Su, Hongye [1 ]
Huang, Tingwen [4 ]
机构
[1] Zhejiang Univ, Inst Cyber Syst & Control, Natl Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
[2] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA 5005, Australia
[3] Victoria Univ, Coll Engn & Sci, Melbourne, Vic 8001, Australia
[4] Texas A&M Univ Qatar, Doha 23874, Qatar
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2019年 / 49卷 / 02期
基金
中国国家自然科学基金; 澳大利亚研究理事会;
关键词
Hidden Markovian model (HMM); Markov jump systems; nonsynchronous filter; sensor failures; Takagi-Sugeno (T-S) fuzzy systems; OUTPUT-FEEDBACK CONTROL; S FUZZY-SYSTEMS; H-INFINITY; DESIGN;
D O I
10.1109/TSMC.2017.2778282
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper is concerned with the reliable L-2 - L-infinity filter design problem for the nonlinear continuous-time Markov jump systems based on Takagi-Sugeno fuzzy model. A stochastic variable is introduced to describe the encountered sensor failures, the value of which is dependent on the considered plant mode based on a hidden Markov process. In practice, generally the information on plant modes is not fully accessible to the reliable filter, which results in the non synchronous phenomena between the modes of involved plant and filter, and has a negative effect on the system performance. A hidden Markov model is also adopted to depict such kinds of non synchronous phenomena. The filtering error systems are called fuzzy dual hidden Markov jump systems. A sufficient condition, associated to the modes of the plant, sensor failures, and the filter are proposed for the filtering error systems to ensure the stochastic stability and guaranteed L-2 - L-infinity performance, based on which the existence condition and explicit design method of a non synchronous filter are both given. Finally, two simulation examples illustrate the effectiveness of the proposed approach.
引用
收藏
页码:386 / 394
页数:9
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